He’d known, deep down, that something was amiss. The sudden shifts in mood, the guardedness, the hours spent locked away in her room. Now, the proof was undeniable. A digital facade that was everything his daughter wasn't.

James, normally a composed man, felt a knot tighten in his stomach. He was not going to talk to her. He was not going to allow her to see him in this state.

He sat back in his chair, feeling the cool leather against his skin. His fingers drummed a slow, erratic rhythm on the desk. He closed his eyes, took a deep breath, and waited. He had to be calm. He had to think. Later. Maybe. Not now.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349